+ + +
+
+ + +
+
+

0 → 1: Content Creation

+ Basic +
+
+

Generate new content from scratch based on descriptions or prompts.

+
    +
  • + 📄 + Generate file from description +
    • +
  • + 🎨 + Generate images from text prompts +
    • +
+ +
+
+ + +
+
+

1 → 1: Content Transformation

+ Basic +
+
+

Transform existing content into a different form or format.

+
    +
  • + 📝 + Summarization of articles +
    • +
  • + 🌐 + Translation between languages +
    • +
  • + 💻 + Edit/feature addition to code files +
    • +
+ +
+
+ + +
+
+

(A + B + ...) → C: Synthesis

+ Basic +
+
+

Combine multiple inputs to create unified, synthesized content.

+
    +
  • + 🔄 + Synthesis by Example: Generate from multiple inputs +
    • +
  • + 🔍 + Pattern Extraction: Identify common patterns +
    • +
  • + 📚 + Mass summarization: Multi-document summary +
    • +
+ +
+
+ + +
+
+

(A - B + C) → D: Analogical Generation

+ Basic +
+
+

Create new content by combining and modifying existing pieces through analogy.

+
    +
  • + 🧬 + Transfer features between classes/files +
    • +
  • + 🔀 + Transgenic content generation +
    • +
+ +
+
+ +
+
+ + +
+
+ + +
+
+

A → A+δ: Incremental Generation

+ Advanced +
+
+

Generate additions to existing content, continuing from where it left off.

+
    +
  • + ➕ + Generate additions to existing content +
    • +
  • + ⏭️ + Continue from previous output +
    • +
+ +
+
+ + +
+
+

A → (B,C); B → (D,E); ...: Hierarchical Generation

+ Advanced +
+
+

Generate complex content through multiple stages of refinement and transformation.

+
    +
  • + 🌳 + Multi-stage refinement process +
    • +
  • + 📈 + Exponential content growth +
    • +
  • + 📋 + Spec-driven development +
    • +
+ +
+
+ + +
+
+

for(1..5) A → A: Iterative Editing

+ Advanced +
+
+

Repeatedly refine content through multiple editing passes.

+
    +
  • + 🔁 + Full replacement or modification strategy +
    • +
  • + 📊 + Monitor convergence and stability +
    • +
+ +
+
+ + +
+
+

while(failure) A → A: Error Correction

+ Advanced +
+
+

Identify and correct errors using feedback loops and external validators.

+
    +
  • + 🔧 + Feedback loop with validator +
    • +
  • + ♾️ + Multiple iterations until success +
    • +
  • + 👤 + Periodic human intervention +
    • +
+ +
+
+ +
+
+ + +
+
+ +
+

Combined Use Case Workflows

+

Real-world workflows that combine multiple patterns for complex tasks.

+
+ + +
+
+

Spec-Driven Development

+ Combined +
+
+
+
+
1
+
+

Spec → (Modules)

+

Hierarchical generation of module specifications

+ [Hierarchical] +
+
+
↓
+
+
2
+
+

Each Module → Code

+

Generate code from module specifications

+ [0→1 Creation] +
+
+
↓
+
+
3
+
+

Code → Tests

+

Transform code into test suites

+ [1→1 Transformation] +
+
+
↓
+
+
4
+
+

while(tests fail) → Fix

+

Iteratively fix code until tests pass

+ [Error Correction] +
+
+
+ +
+
+ +
+
+ +